8_Text_Summarization.md

Datasets

• LCSTS: A Large-Scale Chinese Short Text Summarization Dataset.
  • 2015. 2 million short texts from Chinese microblogging website SinaWeibo. [https://github.com/LIAAD/KeywordExtractor-Datasets] [https://github.com/mathsyouth/awesome-text-summarization]

Papers

• Deep Keyphrase Generation

  • done.
  • 2017 ACL. CopyNet: incorporating copying mechanism in sequence-to-sequence learning.
  • Keyphrase split word by word, and generate one by one.
  • code Theano
  • code pytorch
  • code TF ref

• Keyphrase Generation: A Text Summarization Struggle

  • done.
  • 2019. first one to view keyphrase extract problem as generate problem.
  • generate all

• Abstract Text Summarization with a Convolutional Seq2seq Model

• Neural Abstractive Text Summarization with Sequence-to-Sequence Models

• Automatic text summarization: What has been done and what has to be done

• Pretraining-Based Natural Language Generation for Text Summarization

• Get To The Point: Summarization with Pointer-Generator Networks

  • code

• [Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase Generation]

  • NAACL HLT 2018.

• [Neural Keyphrase Generation via Reinforcement Learning with Adaptive Rewards]

  • 2019. ACL.

Models

• http://opennmt.net/Models-py/